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Thinking in public.

Frameworks, proof points, and field notes on AI-first transformation. Written by practitioners, not analysts.

Apr 2026

Intent over instruction: the real AI transformation

There are three postures your organization can take toward AI. The first two are incremental. Only the third is a paradigm shift.

By Mike Seiler · 6 min read

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